{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Diagrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Grouped Workers Example\n",
    "from diagrams import Diagram\n",
    "from diagrams.aws.compute import EC2\n",
    "from diagrams.aws.database import RDS\n",
    "from diagrams.aws.network import ELB\n",
    "\n",
    "with Diagram(\"Grouped Workers\", show=False, direction=\"TB\"):\n",
    "    ELB(\"lb\") >> [EC2(\"worker1\"),\n",
    "                  EC2(\"worker2\"),\n",
    "                  EC2(\"worker3\"),\n",
    "                  EC2(\"worker4\"),\n",
    "                  EC2(\"worker5\")] >> RDS(\"events\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Web services Example\n",
    "from diagrams import Diagram\n",
    "from diagrams.aws.compute import EC2\n",
    "from diagrams.aws.database import RDS\n",
    "from diagrams.aws.network import ELB\n",
    "from diagrams.aws.storage import S3\n",
    "\n",
    "with Diagram(\"Web Services\", show=False):\n",
    "    ELB(\"lb\") >> EC2(\"web\") >> RDS(\"userdb\") >> S3(\"store\")\n",
    "    ELB(\"lb\") >> EC2(\"web\") >> RDS(\"userdb\") << EC2(\"stat\")\n",
    "    (ELB(\"lb\") >> EC2(\"web\")) - EC2(\"web\") >> RDS(\"userdb\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import display_util"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This util is just used for Display purpose\n",
    "import cv2\n",
    "images = [cv2.cvtColor(cv2.imread('grouped_workers.png'), cv2.COLOR_BGR2RGB), \n",
    "          cv2.cvtColor(cv2.imread('web_services.png'), cv2.COLOR_BGR2RGB)]\n",
    "image_names = ['grouped_workers', 'web_services']\n",
    "display_util.display(images, image_names, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_mld",
   "language": "python",
   "name": "env_mld"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
